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Add a tutorial for the new Warm-start feature
Adds an example of how to use the new warm-start feature.
Currently uses the Profet tasks, which require quite a bit of compute to run the first time (GPUS also help, but aren't required).
TODOS:
- [X] Use more lightweight, realistic tasks.
- [ ] Make it pretty.
Current results: